Text Classification on AGNews (4 classes) symmetric noise, e=0.3 (test)
87.26AccuracyNegative Label Smoothing
Evaluation Results
| Method | Links | |
|---|---|---|
| Negative Label SmoothingSmooth Rate (r)=-0.62021.06 | 87.26 | |
| Negative Label SmoothingSmooth Rate (r)=-0.672021.06 | 87.21 | |
| r_opt (proposed)Smooth Rate (r)=r_opt2021.06 | 87.21 | |
| Negative Label SmoothingSmooth Rate (r)=-0.42021.06 | 86.36 | |
| Negative Label SmoothingSmooth Rate (r)=-0.362021.06 | 86.14 | |
| Negative Label SmoothingSmooth Rate (r)=-0.22021.06 | 85.85 | |
| Negative Label SmoothingSmooth Rate (r)=-0.152021.06 | 85.83 | |
| Vanilla LossSmooth Rate (r)=0.02021.06 | 85.24 | |
| Label SmoothingSmooth Rate (r)=0.22021.06 | 83.47 | |
| Negative Label SmoothingSmooth Rate (r)=-1.142021.06 | 82.45 | |
| Label SmoothingSmooth Rate (r)=0.42021.06 | 82.29 |